Companies · AI / ML
SAN FRANCISCO · CA, USA · AI / ML · refined from filed group “Other Technology” · founded 2018 · https://overview.ai
Diligence memoA one-page analyst read on Overview Corp — recommendation, valuation, rhythm, risks.→Overview Corp looks fair against its niche peers and is quiet on financing cadence.
Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the ai/ml sector profile.
Analyst read est. — computed against this company's niche peers in the same era. Inputs shown; not a quoted figure.
No named principal in this company's public records yet — see all operators below.
Explore how these operators interlock with other companies in the operator network.
Overview Corp is one of 2067 AI / ML companies tracked from SAN FRANCISCO, CA, USA, on record since 2018. By capital raised it ranks in the upper tier (ahead of 80% of sector peers), and in the upper tier by modeled valuation est..
Ranking is computed against this company's own sector cohort — reported capital is fact; valuation tiers are modeled.
AI analyst read est. — model-extracted from this company's public description, not a verified fact. 30%
operates a technology-led product inferred from public copy
Grounded in: “You are a venture analyst”
Reshaping industrial quality with AI, hardware, and software
Here’s a secret between you and me: even the world’s largest manufacturers, companies like Tesla and Toyota, waste billions of dollars every year making products with quality issues. Building high-quality things at scale is incredibly hard. It doesn’t just happen because you hire smart people or buy good machines. It requires seeing problems early, understanding them deeply, and acting in real time, something factories were never designed to do. At Overview.ai, we’re changing that. We build custom hardware, edge AI, and software systems that give manufacturers real visibility into how their products are actually being made. Our technology helps catch defects earlier, reduce waste, and fundamentally improve how factories operate. This work matters, not just for our customers, but for keeping American manufacturing competitive in a world that’s moving faster every year.
As reported in public records reported — not modeled.
Solid bars are reported offering amounts reported; hatched bars are the modeled post-money valuation est. — both on one shared scale so you can read raise-vs-worth at each round directly. Use the toggles to overlay data labels and the niche-peer / market average value lines.
The line shows cumulative reported funding over the period; + labels show new capital added between points when there is room. Toggle on-bar figures, plus the niche-peer and market averages, to read this company against its cohort. Benchmarks are modeled medians.
Stages are modeled from round size (public records carry no series label). No record for: Pre-Seed — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 50%.
Round size and date are reported; the stage label is inferred from round size (latest is Seed — a $1.0M–$4.0M round). Valuation is modeled from stage benchmarks scaled by the ai/ml sector profile. Directional, not a quoted figure.
Not enough modeled valuation points to chart a trajectory.
Benchmarked against 2067 companies in AI / ML. Each bar is a median (the middle company, not an average — outliers don't skew it). Two yardsticks: real money raised (reported on Form D) and modeled value (our estimate est.). These are whole-sector medians across all stages, except the per-stage row.
Raised more than 80% of sector peers (real $). Modeled value above 77% of peers (estimate).
A tighter cohort than the sector chart above — only companies at the same stage (Seed) that last raised in the same ~3-year era, ranked by modeled value est. (not money raised). This is the exact set the analyst read compares against, so a like-for-like cohort is what makes "over/under-valued" meaningful. This company ranks #40 of 73.
| Company | Stage | Raised · real | Value · est | vs peer med. |
|---|---|---|---|---|
| MD.ai, Inc. | Seed | $4.0M | $74.4M | 4.12× |
| Edge AI Solutions Inc. | Seed | $4.0M | $61.5M | 3.41× |
| Operative Intelligence Holdings Inc. | Seed | $3.7M | $55.4M | 3.07× |
| Bookend AI Inc. | Seed | $3.1M | $50.9M | 2.82× |
| Globus AI, Inc. | Seed | $4.0M | $47.2M | 2.62× |
| Subterra AI, Inc. | Seed | $2.2M | $43.0M | 2.38× |
| VERB AI Inc. | Seed | $4.3M | $42.1M | 2.33× |
| Stella Automotive AI, Inc. | Seed | $4.0M | $40.5M | 2.24× |
| Invoke AI, Inc. | Seed | $3.7M | $36.3M | 2.01× |
| Themis AI Inc | Seed | $2.8M | $34.6M | 1.92× |
| Adaya AI, Inc. | Seed | $2.0M | $33.7M | 1.87× |
| DeTech.ai Inc. | Seed | $2.2M | $32.6M | 1.80× |
| Overview Corp this company | Seed | $3.8M | $17.3M | 0.96× |
Stage is inferred from round size est., not reported on the filing — a round's dollar size maps to a bucket: Pre-Seed <$1.0M · Seed $1.0M–$4.0M · Series A $4.0M–$15M · Series B $15M–$40M · Series C $40M–$100M · Series D+ $100M–$400M · Growth/Late >$400M.
| Stage | Amount · real | Announced | Post-money · est | Value · est | Conf. |
|---|---|---|---|---|---|
| Seed | $3.8M | 2024-11-08 | $18.8M | $17.3M | 90% |
Step-up, pace versus the sector's normal cadence, and revenue/exemption moves — read straight from the reported round facts reported.
Predictive signals are modeled est. from this company's own cadence and step-up, plus sector benchmarks — directional, not advice. Peer set and a CSV export live in your analyst workspace.
Officers, directors and promoters named in this company's public recordsreported — the people who run it (not its investors). "Also runs" counts come from name-matching across all records, so verify before acting.
| Person | Role | Also runs | Tied since |
|---|---|---|---|
| Stanton Green | — | 3 other | 2024-11 |
| Austin Appel | — | — | 2024-11 |
| Christopher Van Dyke | — | — | 2024-11 |
Overview Corp is an official record sourced from the U.S. Securities and Exchange Commission (SEC). U.S. data is aggregated from SEC Form D filings.
Nearest neighbours across the whole database — matched on sector, stage and capital scale, and on shared operators (officers or directors named at both companies in public filings). A discovery shortlist, not a valuation cohort — verify before acting, the same way modeled figures are directional.
| Company | Sector | Stage | Raised · real | Value · est | Why similar |
|---|---|---|---|---|---|
| Team-GPT Global Inc. | AI / ML | Seed | $3.7M | $19.1M | same sector · same stage |
| Uniti AI, Inc. | AI / ML | Seed | $3.8M | $14.9M | same sector · same stage |
| Courie.Ai Inc. | AI / ML | Seed | $3.8M | $18.4M | same sector · same stage |
| Frozen Harvest Intelligence, Inc. | AI / ML | Seed | $3.7M | $15.5M | same sector · same stage |
| Agriculture Scout AI, Inc. | AI / ML | Seed | $3.6M | $1.8M | same sector · same stage |
| Mycroft AI Inc. | AI / ML | Seed | $3.6M | $3.3M | same sector · same stage |
| JPB-ML Investors, LLC | AI / ML | Seed | $3.6M | $11.9M | same sector · same stage |
| Rippey.ai, Inc. | AI / ML | Seed | $3.6M | $31.3M | same sector · same stage |
Matched by meaning, not labels — a local language model reads each company's name, sector and description and ranks the closest in that learned space. This catches look-alikes that cross sector boundaries; the structured list above explains its matches, this one trusts the text. Directional, like every modeled signal here.
| Company | Sector | Stage | Value · est | Match |
|---|---|---|---|---|
| Industrial Next Tesla autonomous manufacturing for everyone | Robotics | — | — | 81% |
| Industrial Intelligence,Inc | AI / ML | Pre-Seed | $5.8M | 80% |
| Vision Lab Industrial data layer for robotics training | Robotics | — | — | 79% |
| Build Intelligence Group Inc. | AI / ML | Pre-Seed | $2.0M | 79% |
| Obviously AI, Inc. | AI / ML | Series A | $41.0M | 79% |
| Bucket Robotics Defect detection for manufacturing built from CAD and synthetic data. | Robotics | — | — | 79% |
| Vision Ai Inc. | AI / ML | Pre-Seed | $1.8M | 79% |
| X.Ai Corp. | AI / ML | Series D+ | $290.0M | 79% |
See where Overview Corp sits in the wider market — its sector, location and stage cohorts, each with their own leaderboards and capital-flow timelines.
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